{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "import  numpy  as  np\n",
    "import  pandas  as pd \n",
    "import  matplotlib.pyplot  as  plt\n",
    "#from  jqdata import *\n",
    "# 明确分析目的\n",
    "# 破净股的比例\n",
    "# PB值低于1的股票\n",
    "# 比例计算公式  每个交易日：    破净股数量/上市公司总数量\n",
    "# 横轴：日期\n",
    "# 纵轴：比值\n",
    "# 纵轴\n",
    "\n",
    "# 获取数据，获取横轴数据\n",
    "# 获取纵轴数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_stock = list(get_all_securities().index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "#日期-横轴坐标\n",
    "df = history(count=3000,security_list=all_stock,field='close')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "#分子 获取上市公司的市净率\n",
    "df1 = pd.DataFrame()\n",
    "q = query(valuation.pb_ratio)\n",
    "for i in df.index:\n",
    "    temp = get_fundamentals_continuously(query_object=q, end_date=i,count = 1,panel = False)\n",
    "    pbratio = len(temp.query('pb_ratio<1'))/len(temp)\n",
    "    df1 = df1.append([pbratio])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "x = df.index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "y = df1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "dfz = history(count=3000,security_list='000001.XSHG')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plt.subplots(1,1,figsize=(20,10))\n",
    "#在同一个位置上绘图\n",
    "ax.plot(x,y,color='y',label='破净值小于1股占比')\n",
    "plt.legend(loc=1)\n",
    "plt.title('破净值小于1与上证指数对比')\n",
    "\n",
    "\n",
    "ax1 = ax.twinx()\n",
    "ax1.plot(x,dfz['000001.XSHG'],color='b',label='上证指数线') \n",
    "plt.legend(loc=2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 明确分析目的\n",
    "# 每日成交额\n",
    "#每个交易日：上市公司总成交额\n",
    "# 横轴：日期\n",
    "# 纵轴：成交额\n",
    "\n",
    "# 获取数据，获取横轴数据\n",
    "# 获取纵轴数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "#日期-横轴坐标\n",
    "#获取所有股票的成交额\n",
    "df = history(count=3000,security_list=all_stock,field='money')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['sum'] = [df.loc[i].sum()   for i in df.index]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>000001.XSHE</th>\n",
       "      <th>000002.XSHE</th>\n",
       "      <th>000004.XSHE</th>\n",
       "      <th>000005.XSHE</th>\n",
       "      <th>000006.XSHE</th>\n",
       "      <th>000007.XSHE</th>\n",
       "      <th>000008.XSHE</th>\n",
       "      <th>000009.XSHE</th>\n",
       "      <th>000010.XSHE</th>\n",
       "      <th>000011.XSHE</th>\n",
       "      <th>000012.XSHE</th>\n",
       "      <th>000014.XSHE</th>\n",
       "      <th>000016.XSHE</th>\n",
       "      <th>000017.XSHE</th>\n",
       "      <th>000018.XSHE</th>\n",
       "      <th>000019.XSHE</th>\n",
       "      <th>000020.XSHE</th>\n",
       "      <th>000021.XSHE</th>\n",
       "      <th>000022.XSHE</th>\n",
       "      <th>000023.XSHE</th>\n",
       "      <th>000024.XSHE</th>\n",
       "      <th>000025.XSHE</th>\n",
       "      <th>000026.XSHE</th>\n",
       "      <th>000027.XSHE</th>\n",
       "      <th>000028.XSHE</th>\n",
       "      <th>000029.XSHE</th>\n",
       "      <th>000030.XSHE</th>\n",
       "      <th>000031.XSHE</th>\n",
       "      <th>000032.XSHE</th>\n",
       "      <th>000033.XSHE</th>\n",
       "      <th>000034.XSHE</th>\n",
       "      <th>000035.XSHE</th>\n",
       "      <th>000036.XSHE</th>\n",
       "      <th>000037.XSHE</th>\n",
       "      <th>000038.XSHE</th>\n",
       "      <th>000039.XSHE</th>\n",
       "      <th>000040.XSHE</th>\n",
       "      <th>000042.XSHE</th>\n",
       "      <th>000043.XSHE</th>\n",
       "      <th>000045.XSHE</th>\n",
       "      <th>...</th>\n",
       "      <th>688599.XSHG</th>\n",
       "      <th>688600.XSHG</th>\n",
       "      <th>688606.XSHG</th>\n",
       "      <th>688607.XSHG</th>\n",
       "      <th>688608.XSHG</th>\n",
       "      <th>688609.XSHG</th>\n",
       "      <th>688616.XSHG</th>\n",
       "      <th>688617.XSHG</th>\n",
       "      <th>688618.XSHG</th>\n",
       "      <th>688619.XSHG</th>\n",
       "      <th>688626.XSHG</th>\n",
       "      <th>688628.XSHG</th>\n",
       "      <th>688630.XSHG</th>\n",
       "      <th>688633.XSHG</th>\n",
       "      <th>688656.XSHG</th>\n",
       "      <th>688658.XSHG</th>\n",
       "      <th>688659.XSHG</th>\n",
       "      <th>688661.XSHG</th>\n",
       "      <th>688662.XSHG</th>\n",
       "      <th>688665.XSHG</th>\n",
       "      <th>688667.XSHG</th>\n",
       "      <th>688668.XSHG</th>\n",
       "      <th>688669.XSHG</th>\n",
       "      <th>688676.XSHG</th>\n",
       "      <th>688677.XSHG</th>\n",
       "      <th>688678.XSHG</th>\n",
       "      <th>688679.XSHG</th>\n",
       "      <th>688680.XSHG</th>\n",
       "      <th>688686.XSHG</th>\n",
       "      <th>688687.XSHG</th>\n",
       "      <th>688689.XSHG</th>\n",
       "      <th>688696.XSHG</th>\n",
       "      <th>688698.XSHG</th>\n",
       "      <th>688699.XSHG</th>\n",
       "      <th>688777.XSHG</th>\n",
       "      <th>688788.XSHG</th>\n",
       "      <th>688819.XSHG</th>\n",
       "      <th>688981.XSHG</th>\n",
       "      <th>689009.XSHG</th>\n",
       "      <th>sum</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2008-12-02</th>\n",
       "      <td>3.070186e+08</td>\n",
       "      <td>8.770068e+08</td>\n",
       "      <td>3193392.0</td>\n",
       "      <td>35774636.0</td>\n",
       "      <td>47656772.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1956051.0</td>\n",
       "      <td>106844104.0</td>\n",
       "      <td>5666133.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>121424528.0</td>\n",
       "      <td>10077436.0</td>\n",
       "      <td>121419488.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>485297.0</td>\n",
       "      <td>29282782.0</td>\n",
       "      <td>2375029.0</td>\n",
       "      <td>25584260.0</td>\n",
       "      <td>84788512.0</td>\n",
       "      <td>5712836.0</td>\n",
       "      <td>167047712.0</td>\n",
       "      <td>7003108.0</td>\n",
       "      <td>28148544.0</td>\n",
       "      <td>44105768.0</td>\n",
       "      <td>23383138.0</td>\n",
       "      <td>44832688.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>144891952.0</td>\n",
       "      <td>17847276.0</td>\n",
       "      <td>13771741.0</td>\n",
       "      <td>12561983.0</td>\n",
       "      <td>5824605.0</td>\n",
       "      <td>28851806.0</td>\n",
       "      <td>10710802.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>46624560.0</td>\n",
       "      <td>14700724.0</td>\n",
       "      <td>26040698.0</td>\n",
       "      <td>13791929.0</td>\n",
       "      <td>13979327.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.033708e+11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2008-12-03</th>\n",
       "      <td>8.185878e+08</td>\n",
       "      <td>1.411265e+09</td>\n",
       "      <td>4057011.0</td>\n",
       "      <td>49296832.0</td>\n",
       "      <td>75135040.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3389767.0</td>\n",
       "      <td>166379552.0</td>\n",
       "      <td>12933249.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>156243776.0</td>\n",
       "      <td>16316029.0</td>\n",
       "      <td>96146320.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1826481.0</td>\n",
       "      <td>23122264.0</td>\n",
       "      <td>4455177.0</td>\n",
       "      <td>32840452.0</td>\n",
       "      <td>71758368.0</td>\n",
       "      <td>7628884.0</td>\n",
       "      <td>127901656.0</td>\n",
       "      <td>30106748.0</td>\n",
       "      <td>28016792.0</td>\n",
       "      <td>84128160.0</td>\n",
       "      <td>18732024.0</td>\n",
       "      <td>68420528.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>206382752.0</td>\n",
       "      <td>28488854.0</td>\n",
       "      <td>18205288.0</td>\n",
       "      <td>12949962.0</td>\n",
       "      <td>6890508.0</td>\n",
       "      <td>40911624.0</td>\n",
       "      <td>26193100.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>148487952.0</td>\n",
       "      <td>12817611.0</td>\n",
       "      <td>21811008.0</td>\n",
       "      <td>20763624.0</td>\n",
       "      <td>16266809.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.322723e+11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2008-12-04</th>\n",
       "      <td>1.195770e+09</td>\n",
       "      <td>1.751000e+09</td>\n",
       "      <td>4231189.0</td>\n",
       "      <td>72680056.0</td>\n",
       "      <td>127898224.0</td>\n",
       "      <td>739810.0</td>\n",
       "      <td>6122684.0</td>\n",
       "      <td>231280048.0</td>\n",
       "      <td>9447182.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>168353232.0</td>\n",
       "      <td>29647656.0</td>\n",
       "      <td>117559568.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>866046.0</td>\n",
       "      <td>30950176.0</td>\n",
       "      <td>5419072.0</td>\n",
       "      <td>46387640.0</td>\n",
       "      <td>63659156.0</td>\n",
       "      <td>8735371.0</td>\n",
       "      <td>289521760.0</td>\n",
       "      <td>27500688.0</td>\n",
       "      <td>32583148.0</td>\n",
       "      <td>96852056.0</td>\n",
       "      <td>20361840.0</td>\n",
       "      <td>61463424.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>304332032.0</td>\n",
       "      <td>43478364.0</td>\n",
       "      <td>26419326.0</td>\n",
       "      <td>15566666.0</td>\n",
       "      <td>11342766.0</td>\n",
       "      <td>57700508.0</td>\n",
       "      <td>24460616.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>178083072.0</td>\n",
       "      <td>19479456.0</td>\n",
       "      <td>27648732.0</td>\n",
       "      <td>34610324.0</td>\n",
       "      <td>16959372.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.793744e+11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2008-12-05</th>\n",
       "      <td>6.863559e+08</td>\n",
       "      <td>2.009947e+09</td>\n",
       "      <td>2382961.0</td>\n",
       "      <td>61539552.0</td>\n",
       "      <td>112697072.0</td>\n",
       "      <td>129803.0</td>\n",
       "      <td>1950662.0</td>\n",
       "      <td>190863008.0</td>\n",
       "      <td>10199584.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>98862280.0</td>\n",
       "      <td>22931104.0</td>\n",
       "      <td>87895488.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>899379.0</td>\n",
       "      <td>15436588.0</td>\n",
       "      <td>2684775.0</td>\n",
       "      <td>72725728.0</td>\n",
       "      <td>27215894.0</td>\n",
       "      <td>7361756.0</td>\n",
       "      <td>178444720.0</td>\n",
       "      <td>9186492.0</td>\n",
       "      <td>19183560.0</td>\n",
       "      <td>104676664.0</td>\n",
       "      <td>9722791.0</td>\n",
       "      <td>38157000.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>297241312.0</td>\n",
       "      <td>82042400.0</td>\n",
       "      <td>19245102.0</td>\n",
       "      <td>11967258.0</td>\n",
       "      <td>5461934.0</td>\n",
       "      <td>36212332.0</td>\n",
       "      <td>13387934.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>12501087.0</td>\n",
       "      <td>32728052.0</td>\n",
       "      <td>48792732.0</td>\n",
       "      <td>9623922.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.213542e+11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2008-12-08</th>\n",
       "      <td>9.416398e+08</td>\n",
       "      <td>2.265518e+09</td>\n",
       "      <td>6050205.0</td>\n",
       "      <td>163673232.0</td>\n",
       "      <td>136537552.0</td>\n",
       "      <td>78645.0</td>\n",
       "      <td>4125838.0</td>\n",
       "      <td>228000576.0</td>\n",
       "      <td>9437688.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>163652192.0</td>\n",
       "      <td>45301732.0</td>\n",
       "      <td>114752424.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1148593.0</td>\n",
       "      <td>22388720.0</td>\n",
       "      <td>4609217.0</td>\n",
       "      <td>145908016.0</td>\n",
       "      <td>42120476.0</td>\n",
       "      <td>11076825.0</td>\n",
       "      <td>771465856.0</td>\n",
       "      <td>12987187.0</td>\n",
       "      <td>27596854.0</td>\n",
       "      <td>196451264.0</td>\n",
       "      <td>20474048.0</td>\n",
       "      <td>50782508.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>317907232.0</td>\n",
       "      <td>15505276.0</td>\n",
       "      <td>26918126.0</td>\n",
       "      <td>12634933.0</td>\n",
       "      <td>10919498.0</td>\n",
       "      <td>75249672.0</td>\n",
       "      <td>25702870.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>285126272.0</td>\n",
       "      <td>16483096.0</td>\n",
       "      <td>40677360.0</td>\n",
       "      <td>63854304.0</td>\n",
       "      <td>13572007.0</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.693936e+11</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             000001.XSHE   000002.XSHE      ...       689009.XSHG           sum\n",
       "2008-12-02  3.070186e+08  8.770068e+08      ...               NaN  1.033708e+11\n",
       "2008-12-03  8.185878e+08  1.411265e+09      ...               NaN  1.322723e+11\n",
       "2008-12-04  1.195770e+09  1.751000e+09      ...               NaN  1.793744e+11\n",
       "2008-12-05  6.863559e+08  2.009947e+09      ...               NaN  1.213542e+11\n",
       "2008-12-08  9.416398e+08  2.265518e+09      ...               NaN  1.693936e+11\n",
       "\n",
       "[5 rows x 4352 columns]"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "x = df.index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "y = df['sum']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plt.subplots(1,1,figsize=(20,10))\n",
    "#在同一个位置上绘图\n",
    "ax.plot(x,y,color='y',label='破净值小于1股占比')\n",
    "plt.legend(loc=1)\n",
    "plt.title('破净值小于1与上证指数对比')\n",
    "\n",
    "\n",
    "ax1 = ax.twinx()\n",
    "ax1.plot(x,dfz['000001.XSHG'],color='b',label='上证指数线') \n",
    "plt.legend(loc=2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.7"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": false,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "MarkDown菜单",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
